{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5f76503cd0>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pylab as pl\n",
    "\n",
    "\n",
    "x =np.linspace(0, 4*np.pi, 100)\n",
    "pl.plot(x, np.sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "run speedup_test.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.        , 0.95071557, 0.80679126, 0.58127309, 0.29581618])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5f74168290>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x[:5]\n",
    "pl.gca()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "run ipython_debug.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "run spyder_interface.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
